firecrawl-demo-walkthrough

firecrawl-demo-walkthrough is a skill for Claude Code from firecrawl/firecrawl-workflows. It costs 51 tokens per session (492 once invoked), scanned A, original, ISC.

A workflow that walks through a product's website and records what a user sees and does at each step. It can cover areas such as signup, onboarding, pricing, documentation, dashboards, and other key product flows.

In plain words
What is it for?
Use it to prepare a product demo, document signup or onboarding, review pricing and documentation, inspect a dashboard, or analyze the first-time user experience.
Why use it?
It makes a product experience easier to understand without relying on memory or scattered notes. The result highlights steps, friction, and what the product allows users to do.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents.

Part of the firecrawl-workflows plugin — 16 skills shipped together

not rated 154repo +8 18d ago A scan Socket: passSnyk: failSkillSpector: pass 51 tokens original ISC

Good fit Use it to prepare a product demo, document signup or onboarding, review pricing and documentation, inspect a dashboard, or analyze the first-time user experience.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add firecrawl/firecrawl-workflows --skill firecrawl-demo-walkthrough
Clone the repo
git clone --depth 1 https://github.com/firecrawl/firecrawl-workflows

Made for: Claude Code.

Or install firecrawl-workflows, the plugin that ships this one along with the rest of its 16 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for firecrawl-demo-walkthrough

README.md
[![agentmods](https://agentmods.dev/badge/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough.svg)](https://agentmods.dev/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough)
Your own site
<a href="https://agentmods.dev/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough"><img src="https://agentmods.dev/badge/skills/firecrawl/firecrawl-workflows/firecrawl-demo-walkthrough.svg" alt="Measured on agentmods" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 492 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 16 May 2026
  • Snyk fail 16 May 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00051 $0.00492
Opus 5 $0.00026 $0.00246
Sonnet 5 $0.00010 $0.00098
Haiku 4.5 $0.00005 $0.00049

Measured 8d ago against content hash 8d32a50f6b2b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

firecrawl-demo-walkthrough scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

skills/firecrawl-demo-walkthrough/SKILL.md · 78 lines

What it actually says

Firecrawl Demo Walkthrough

Use this to document a product experience step by step.

Onboarding Interview

Infer the product URL, flow focus, and output format from context. If the URL is clear, proceed immediately.

Ask at most 1-3 concise questions only if blocked, such as the URL, desired flow focus, or credentials/constraints for protected areas.

Firecrawl Collection Plan

Use Firecrawl browser to open the product and navigate key flows. Snapshot at each step, scrape pages when useful, and document what the user sees and can do.

Do not submit real credentials, purchases, or irreversible actions unless the user explicitly instructs and has permission.

Parallel Work

If appropriate, use sub-agents or equivalent parallel task runners:

  • Homepage and Marketing
  • Signup and Onboarding
  • Pricing and Plans
  • Docs and Developer Experience
  • Dashboard and Core Product
  • Help and Support

Each walker should return screens visited, actions taken, observations, friction, and source URLs.

Final Deliverable

# Product Walkthrough: [Product]

## Product Overview
[What the product does]

## Flow Walkthroughs
### [Flow Name]
1. [Screen/Page] - what appears and what action is available
2. [Next Screen] - what changes

## Key Findings
[First impression, standout patterns, friction points]

## Recommendations
[UX/product improvements]

## Pages Visited
[URLs]

## Rerun Inputs
workflow: firecrawl-demo-walkthrough
url: [url]
focus: [full/signup/pricing/docs/dashboard]

Quality Bar

  • Be specific about screens, CTAs, forms, and transitions.
  • Separate observation from opinion.
  • Preserve every page visited.
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 78 lines · 51 tokens per session scan A 8d32a50f6b2b

Subscribe to this mod's changes

firecrawl-demo-walkthrough is a skill published in the GitHub repository firecrawl/firecrawl-workflows (154 stars, last pushed 18d ago), licensed ISC. It adds 51 tokens to every session and 492 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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